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1,118
Workflows
7,697
Principles
16,832
Implementations
1,245
Heuristics
909
Environments
Welcome to Leeroopedia
Your ML & Data Knowledge Wiki. Best practices and expert-level knowledge for Machine Learning and Data Engineering, covering 1000+ frameworks and libraries from training to deployment.
Browse implementation patterns, configuration guides, debugging heuristics, and battle-tested defaults for frameworks like vLLM, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more. Every page is structured so both humans and AI agents can find what they need fast.
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| Category | Description | Browse |
|---|---|---|
| Workflows | Step-by-step processes and procedures | Browse All |
| Principles | Core ideas and foundational knowledge | Browse All |
| Implementations | Code-level details and modules | Browse All |
| Heuristics | Best practices and guidelines | Browse All |
| Environments | Setup and configuration guides | Browse All |
Explore Pages
Workflows
- Workflow:Ggml org Ggml MNIST Training And Evaluation
- Workflow:Kubeflow Pipelines Iterative Model Training
- Workflow:Ggml org Llama cpp Interactive Chat
- Workflow:Turboderp org Exllamav2 Interactive Chat
- Workflow:Trailofbits Fickling PyTorch Payload Injection
- Workflow:TA Lib Ta lib python Abstract API Usage
- Workflow:Teamcapybara Capybara Selenium Driver Configuration
- Workflow:Avdvg InjectGuard Vector Similarity Detection Pipeline
- Workflow:Anthropics Anthropic sdk python Streaming Message Interaction
- Workflow:Huggingface Open r1 SFT Distillation
Principles
- Principle:Iterative Dvc DVC Metafile Serialization
- Principle:Duckdb Duckdb Package Validation
- Principle:Huggingface Datatrove Ray Distributed Execution
- Principle:Elevenlabs Elevenlabs python Text Chunking
- Principle:Togethercomputer Together python Image Generation Request
- Principle:ARISE Initiative Robomimic Configuration Setup
- Principle:Pola rs Polars Cloud Storage Configuration
- Principle:Promptfoo Promptfoo Dynamic Module Loading
- Principle:AUTOMATIC1111 Stable diffusion webui Attention Optimization
- Principle:Mlc ai Web llm Extension Service Worker
Implementations
- Implementation:LMCache LMCache Messaging Future
- Implementation:Speechbrain Speechbrain Tacotron2 Inference Pipeline
- Implementation:Langfuse Langfuse PromptService GetPrompt
- Implementation:ArroyoSystems Arroyo Metrics Api Types
- Implementation:Ggml org Ggml Gpt tokenize
- Implementation:Google deepmind Mujoco MJWarp Render
- Implementation:Apache Kafka Gradle Maven Publish
- Implementation:Turboderp org Exllamav2 Ext TP
- Implementation:Teamcapybara Capybara Capybara Add Selector
- Implementation:LaurentMazare Tch rs Basics Example
Heuristics
- Heuristic:CrewAIInc CrewAI MCP Timeout And Retry Strategy
- Heuristic:Apache Paimon Compression Tuning
- Heuristic:Datahub project Datahub Validation Across All APIs
- Heuristic:Google deepmind Mujoco MJX Benchmarking Tips
- Heuristic:InternLM Lmdeploy KV Cache Memory Tuning
- Heuristic:DistrictDataLabs Yellowbrick Model Fitted State Detection
- Heuristic:FMInference FlexLLMGen Offloading Percent Tuning
- Heuristic:Unstructured IO Unstructured Hi Res Model Configuration
- Heuristic:Puppeteer Puppeteer Chrome Default Launch Arguments
- Heuristic:Cleanlab Cleanlab Label Quality Scoring Method Selection
Environments
- Environment:Arize ai Phoenix LLM Provider SDKs
- Environment:Vespa engine Vespa CMake Cpp23 Build Environment
- Environment:Openclaw Openclaw Mintlify Documentation Platform
- Environment:Mit han lab Llm awq CUDA Build Environment
- Environment:Obss Sahi Python Image Processing
- Environment:Vllm project Vllm CPU Runtime
- Environment:Apache Spark Release Build Environment
- Environment:TobikoData Sqlmesh Python Runtime
- Environment:Arize ai Phoenix Phoenix Server Runtime
- Environment:Dotnet Machinelearning Dotnet SDK And Runtime